Dontopedia

Result Row 5

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)

Result Row 5 has 12 facts recorded in Dontopedia across 2 references.

12 facts·12 predicates·2 sources

Mostly:uses dataset(1), uses method(1), has paper value(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (1)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

hasResultRowHas Result Row(1)

Other facts (12)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

12 facts
PredicateValueRef
Uses DatasetFashion-MNIST[1]
Uses Methodrandom_nas[1]
Has Paper Value0.534[1]
Has Replication Value0.732[1]
Has Replication Params27324[1]
Has Time Seconds48.6[1]
Has Match StatusNO[1]
Code Distance256[2]
Byte Distance2048[2]
Code Mi in Bits2.68[2]
Byte Mi in Bits0.27[2]
Ratio10[2]

Timeline

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

usesDatasetblah/watt-activation/1
Fashion-MNIST
usesMethodblah/watt-activation/1
random_nas
hasPaperValueblah/watt-activation/1
0.534
hasReplicationValueblah/watt-activation/1
0.732
hasReplicationParamsblah/watt-activation/1
27324
hasTimeSecondsblah/watt-activation/1
48.6
hasMatchStatusblah/watt-activation/1
NO
codeDistanceblah/watt-activation/293
256
byteDistanceblah/watt-activation/293
2048
codeMiInBitsblah/watt-activation/293
2.68
byteMiInBitsblah/watt-activation/293
0.27
ratioblah/watt-activation/293
10

References (2)

2 references
  1. [1]17 facts
    ctx:discord/blah/watt-activation/1
    • full textwatt-activation-1
      text/plain3 KBdoc:agent/watt-activation-1/83ab6e73-1b84-4a84-b9fe-e21a39a0ff4c
      Show excerpt
      [2026-02-25 21:08] lisamegawatts: Tell Claude to use the gelation signal to avoid overfitting to training data, it is a reliable indicator and gives a distinct early signal that can be detected [2026-02-25 21:11] ajaxdavis: https://klipy.co
  2. [2]2935 facts
    ctx:discord/blah/watt-activation/293
    • full textwatt-activation-293
      text/plain2 KBdoc:agent/watt-activation-293/959a3ad3-f22d-4e4f-a7d7-b780dac6f896
      Show excerpt
      [2026-03-14 04:25] xenonfun: ``` ⏺ Long Context Results Long-Range Mutual Information — The Key Result ┌───────────┬───────────┬────────────────┬────────────────┬───────┐ │ Code dist │ Byte dist │ Code MI (bits) │ Byte MI (bits) │ R

Keep researching

Missing something or suspicious of what's here? Kick off a research session — a Claude agent will investigate, cite its sources, and file new facts into a dedicated context you can review before accepting into the shared view.